{"id":"https://openalex.org/W2972623824","doi":"https://doi.org/10.3390/rs11182141","title":"Regional Scale Dryland Vegetation Classification with an Integrated Lidar-Hyperspectral Approach","display_name":"Regional Scale Dryland Vegetation Classification with an Integrated Lidar-Hyperspectral Approach","publication_year":2019,"publication_date":"2019-09-14","ids":{"openalex":"https://openalex.org/W2972623824","doi":"https://doi.org/10.3390/rs11182141","mag":"2972623824"},"language":"en","primary_location":{"id":"doi:10.3390/rs11182141","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs11182141","pdf_url":"https://www.mdpi.com/2072-4292/11/18/2141/pdf?version=1568705764","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2072-4292/11/18/2141/pdf?version=1568705764","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5020270346","display_name":"Hamid Dashti","orcid":"https://orcid.org/0000-0001-9397-3458"},"institutions":[{"id":"https://openalex.org/I120156002","display_name":"Boise State University","ror":"https://ror.org/02e3zdp86","country_code":"US","type":"education","lineage":["https://openalex.org/I120156002"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Hamid Dashti","raw_affiliation_strings":["Department of Geosciences, Boise State University, 1910 W University Dr, Boise, ID 83725, USA"],"affiliations":[{"raw_affiliation_string":"Department of Geosciences, Boise State University, 1910 W University Dr, Boise, ID 83725, USA","institution_ids":["https://openalex.org/I120156002"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003147336","display_name":"Andrew Poley","orcid":"https://orcid.org/0000-0002-1937-9327"},"institutions":[{"id":"https://openalex.org/I11957088","display_name":"Michigan Technological University","ror":"https://ror.org/0036rpn28","country_code":"US","type":"education","lineage":["https://openalex.org/I11957088"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Andrew Poley","raw_affiliation_strings":["Michigan Tech Research Institute, 3600 Green Court, Suite 100, Ann Arbor, MI 48105, USA"],"affiliations":[{"raw_affiliation_string":"Michigan Tech Research Institute, 3600 Green Court, Suite 100, Ann Arbor, MI 48105, USA","institution_ids":["https://openalex.org/I11957088"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010694911","display_name":"Nancy F. Glenn","orcid":"https://orcid.org/0000-0003-2124-7654"},"institutions":[{"id":"https://openalex.org/I120156002","display_name":"Boise State University","ror":"https://ror.org/02e3zdp86","country_code":"US","type":"education","lineage":["https://openalex.org/I120156002"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Nancy F. Glenn","raw_affiliation_strings":["Department of Geosciences, Boise State University, 1910 W University Dr, Boise, ID 83725, USA"],"affiliations":[{"raw_affiliation_string":"Department of Geosciences, Boise State University, 1910 W University Dr, Boise, ID 83725, USA","institution_ids":["https://openalex.org/I120156002"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006128932","display_name":"Nayani Ilangakoon","orcid":"https://orcid.org/0000-0002-6607-0605"},"institutions":[{"id":"https://openalex.org/I120156002","display_name":"Boise State University","ror":"https://ror.org/02e3zdp86","country_code":"US","type":"education","lineage":["https://openalex.org/I120156002"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Nayani Ilangakoon","raw_affiliation_strings":["Department of Geosciences, Boise State University, 1910 W University Dr, Boise, ID 83725, USA"],"affiliations":[{"raw_affiliation_string":"Department of Geosciences, Boise State University, 1910 W University Dr, Boise, ID 83725, USA","institution_ids":["https://openalex.org/I120156002"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079796892","display_name":"L. Spaete","orcid":null},"institutions":[{"id":"https://openalex.org/I1322780083","display_name":"Minnesota Department of Natural Resources","ror":"https://ror.org/056vcnr65","country_code":"US","type":"government","lineage":["https://openalex.org/I1322780083"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Lucas Spaete","raw_affiliation_strings":["Minnesota Department of Natural Resources, 1201 US-2, Grand Rapids, MN 55744, USA"],"affiliations":[{"raw_affiliation_string":"Minnesota Department of Natural Resources, 1201 US-2, Grand Rapids, MN 55744, USA","institution_ids":["https://openalex.org/I1322780083"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102818880","display_name":"Dar A. Roberts","orcid":"https://orcid.org/0000-0002-3555-4842"},"institutions":[{"id":"https://openalex.org/I154570441","display_name":"University of California, Santa Barbara","ror":"https://ror.org/02t274463","country_code":"US","type":"education","lineage":["https://openalex.org/I154570441"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Dar Roberts","raw_affiliation_strings":["Department of Geography, University of California, Santa Barbara, CA 93106-4060, USA"],"affiliations":[{"raw_affiliation_string":"Department of Geography, University of California, Santa Barbara, CA 93106-4060, USA","institution_ids":["https://openalex.org/I154570441"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042797401","display_name":"Josh Enterkine","orcid":"https://orcid.org/0000-0001-6956-3619"},"institutions":[{"id":"https://openalex.org/I120156002","display_name":"Boise State University","ror":"https://ror.org/02e3zdp86","country_code":"US","type":"education","lineage":["https://openalex.org/I120156002"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Josh Enterkine","raw_affiliation_strings":["Department of Geosciences, Boise State University, 1910 W University Dr, Boise, ID 83725, USA"],"affiliations":[{"raw_affiliation_string":"Department of Geosciences, Boise State University, 1910 W University Dr, Boise, ID 83725, USA","institution_ids":["https://openalex.org/I120156002"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015773542","display_name":"Alejandro N. Flores","orcid":"https://orcid.org/0000-0002-7240-9265"},"institutions":[{"id":"https://openalex.org/I120156002","display_name":"Boise State University","ror":"https://ror.org/02e3zdp86","country_code":"US","type":"education","lineage":["https://openalex.org/I120156002"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Alejandro N. Flores","raw_affiliation_strings":["Department of Geosciences, Boise State University, 1910 W University Dr, Boise, ID 83725, USA"],"affiliations":[{"raw_affiliation_string":"Department of Geosciences, Boise State University, 1910 W University Dr, Boise, ID 83725, USA","institution_ids":["https://openalex.org/I120156002"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039853039","display_name":"Susan L. Ustin","orcid":"https://orcid.org/0000-0001-8551-0461"},"institutions":[{"id":"https://openalex.org/I84218800","display_name":"University of California, Davis","ror":"https://ror.org/05rrcem69","country_code":"US","type":"education","lineage":["https://openalex.org/I84218800"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Susan L. Ustin","raw_affiliation_strings":["Department of Land, Air, and Water Resources, University of California, Davis, CA 93106-4060, USA"],"affiliations":[{"raw_affiliation_string":"Department of Land, Air, and Water Resources, University of California, Davis, CA 93106-4060, USA","institution_ids":["https://openalex.org/I84218800"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5041639982","display_name":"Jessica J. Mitchell","orcid":"https://orcid.org/0000-0002-3126-010X"},"institutions":[{"id":"https://openalex.org/I6750721","display_name":"University of Montana","ror":"https://ror.org/0078xmk34","country_code":"US","type":"education","lineage":["https://openalex.org/I6750721"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jessica J. Mitchell","raw_affiliation_strings":["Montana Natural Heritage Program, University of Montana, Missoula, MT 59812, USA"],"affiliations":[{"raw_affiliation_string":"Montana Natural Heritage Program, University of Montana, Missoula, MT 59812, USA","institution_ids":["https://openalex.org/I6750721"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":10,"corresponding_author_ids":["https://openalex.org/A5020270346"],"corresponding_institution_ids":["https://openalex.org/I120156002"],"apc_list":{"value":2500,"currency":"CHF","value_usd":2707},"apc_paid":{"value":2500,"currency":"CHF","value_usd":2707},"fwci":1.9063,"has_fulltext":true,"cited_by_count":19,"citation_normalized_percentile":{"value":0.85780669,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"11","issue":"18","first_page":"2141","last_page":"2141"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10111","display_name":"Remote Sensing in Agriculture","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2303","display_name":"Ecology"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10111","display_name":"Remote Sensing in Agriculture","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2303","display_name":"Ecology"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11164","display_name":"Remote Sensing and LiDAR Applications","score":0.9995999932289124,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10895","display_name":"Species Distribution and Climate Change","score":0.9991000294685364,"subfield":{"id":"https://openalex.org/subfields/2302","display_name":"Ecological Modeling"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/lidar","display_name":"Lidar","score":0.867786169052124},{"id":"https://openalex.org/keywords/hyperspectral-imaging","display_name":"Hyperspectral imaging","score":0.8108635544776917},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.7826051712036133},{"id":"https://openalex.org/keywords/endmember","display_name":"Endmember","score":0.7726832628250122},{"id":"https://openalex.org/keywords/vegetation","display_name":"Vegetation (pathology)","score":0.6068259477615356},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.5953214168548584},{"id":"https://openalex.org/keywords/imaging-spectroscopy","display_name":"Imaging spectroscopy","score":0.5470840930938721},{"id":"https://openalex.org/keywords/arid","display_name":"Arid","score":0.48784685134887695},{"id":"https://openalex.org/keywords/vegetation-classification","display_name":"Vegetation classification","score":0.4798140525817871},{"id":"https://openalex.org/keywords/multispectral-image","display_name":"Multispectral image","score":0.44738247990608215},{"id":"https://openalex.org/keywords/canopy","display_name":"Canopy","score":0.4174841642379761},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.20628896355628967},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.16322389245033264}],"concepts":[{"id":"https://openalex.org/C51399673","wikidata":"https://www.wikidata.org/wiki/Q504027","display_name":"Lidar","level":2,"score":0.867786169052124},{"id":"https://openalex.org/C159078339","wikidata":"https://www.wikidata.org/wiki/Q959005","display_name":"Hyperspectral imaging","level":2,"score":0.8108635544776917},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.7826051712036133},{"id":"https://openalex.org/C58237817","wikidata":"https://www.wikidata.org/wiki/Q5376204","display_name":"Endmember","level":3,"score":0.7726832628250122},{"id":"https://openalex.org/C2776133958","wikidata":"https://www.wikidata.org/wiki/Q7918366","display_name":"Vegetation (pathology)","level":2,"score":0.6068259477615356},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.5953214168548584},{"id":"https://openalex.org/C158479148","wikidata":"https://www.wikidata.org/wiki/Q609991","display_name":"Imaging spectroscopy","level":3,"score":0.5470840930938721},{"id":"https://openalex.org/C150772632","wikidata":"https://www.wikidata.org/wiki/Q1330709","display_name":"Arid","level":2,"score":0.48784685134887695},{"id":"https://openalex.org/C2776054349","wikidata":"https://www.wikidata.org/wiki/Q18648871","display_name":"Vegetation classification","level":3,"score":0.4798140525817871},{"id":"https://openalex.org/C173163844","wikidata":"https://www.wikidata.org/wiki/Q1761440","display_name":"Multispectral image","level":2,"score":0.44738247990608215},{"id":"https://openalex.org/C101000010","wikidata":"https://www.wikidata.org/wiki/Q5033434","display_name":"Canopy","level":2,"score":0.4174841642379761},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.20628896355628967},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.16322389245033264},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0}],"mesh":[],"locations_count":6,"locations":[{"id":"doi:10.3390/rs11182141","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs11182141","pdf_url":"https://www.mdpi.com/2072-4292/11/18/2141/pdf?version=1568705764","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},{"id":"pmh:oai:digitalcommons.mtu.edu:michigantech-p-2248","is_oa":true,"landing_page_url":"https://digitalcommons.mtu.edu/michigantech-p/1247","pdf_url":null,"source":{"id":"https://openalex.org/S4377196391","display_name":"Digital Commons - Michigan Tech (Michigan Technological University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I11957088","host_organization_name":"Michigan Technological University","host_organization_lineage":["https://openalex.org/I11957088"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Michigan Tech Publications","raw_type":"text"},{"id":"pmh:oai:scholarworks.boisestate.edu:geo_facpubs-1494","is_oa":true,"landing_page_url":"https://scholarworks.boisestate.edu/geo_facpubs/490","pdf_url":null,"source":{"id":"https://openalex.org/S4377196366","display_name":"Scholar Works  (Boise State University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I120156002","host_organization_name":"Boise State University","host_organization_lineage":["https://openalex.org/I120156002"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Geosciences Faculty Publications and Presentations","raw_type":"text"},{"id":"pmh:oai:doaj.org/article:0e1b04959e344ff393347290a2452462","is_oa":true,"landing_page_url":"https://doaj.org/article/0e1b04959e344ff393347290a2452462","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sensing, Vol 11, Iss 18, p 2141 (2019)","raw_type":"article"},{"id":"pmh:oai:escholarship.org/ark:/13030/qt61j394qd","is_oa":false,"landing_page_url":"https://escholarship.org/uc/item/61j394qd","pdf_url":null,"source":{"id":"https://openalex.org/S4306400115","display_name":"eScholarship (California Digital Library)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I2801248553","host_organization_name":"California Digital Library","host_organization_lineage":["https://openalex.org/I2801248553"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sensing, vol 11, iss 18","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2072-4292/11/18/2141/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/rs11182141","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sensing; Volume 11; Issue 18; Pages: 2141","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/rs11182141","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs11182141","pdf_url":"https://www.mdpi.com/2072-4292/11/18/2141/pdf?version=1568705764","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.7799999713897705,"id":"https://metadata.un.org/sdg/15","display_name":"Life in Land"}],"awards":[{"id":"https://openalex.org/G5876146573","display_name":null,"funder_award_id":"1331872","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G5921281487","display_name":null,"funder_award_id":"number","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G8379639454","display_name":null,"funder_award_id":"NSF EAR 1331872","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G848032724","display_name":null,"funder_award_id":"Science","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G8547362920","display_name":null,"funder_award_id":"NNX14AD81G","funder_id":"https://openalex.org/F4320306101","funder_display_name":"National Aeronautics and Space Administration"},{"id":"https://openalex.org/G8806877047","display_name":"Acquisition of a Field Spectroradiometer","funder_award_id":"1665519","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320306101","display_name":"National Aeronautics and Space Administration","ror":"https://ror.org/027ka1x80"},{"id":"https://openalex.org/F4320306114","display_name":"U.S. Department of Agriculture","ror":"https://ror.org/01na82s61"},{"id":"https://openalex.org/F4320332605","display_name":"Agricultural Research Service","ror":"https://ror.org/02d2m2044"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2972623824.pdf","grobid_xml":"https://content.openalex.org/works/W2972623824.grobid-xml"},"referenced_works_count":94,"referenced_works":["https://openalex.org/W420801635","https://openalex.org/W792536634","https://openalex.org/W818076710","https://openalex.org/W1525179547","https://openalex.org/W1930021590","https://openalex.org/W1965038887","https://openalex.org/W1967416652","https://openalex.org/W1969607685","https://openalex.org/W1971637299","https://openalex.org/W1976303724","https://openalex.org/W2001801361","https://openalex.org/W2005764047","https://openalex.org/W2011092189","https://openalex.org/W2013042228","https://openalex.org/W2013597166","https://openalex.org/W2018027183","https://openalex.org/W2027995695","https://openalex.org/W2029992428","https://openalex.org/W2033820671","https://openalex.org/W2039039627","https://openalex.org/W2048979822","https://openalex.org/W2052829188","https://openalex.org/W2054689043","https://openalex.org/W2062682676","https://openalex.org/W2063479777","https://openalex.org/W2063923547","https://openalex.org/W2065407071","https://openalex.org/W2068792798","https://openalex.org/W2069921544","https://openalex.org/W2071249186","https://openalex.org/W2084778007","https://openalex.org/W2088037520","https://openalex.org/W2089648522","https://openalex.org/W2090858999","https://openalex.org/W2094033953","https://openalex.org/W2095408554","https://openalex.org/W2112732795","https://openalex.org/W2114635925","https://openalex.org/W2116952004","https://openalex.org/W2119702695","https://openalex.org/W2125865984","https://openalex.org/W2127062304","https://openalex.org/W2128462828","https://openalex.org/W2131614384","https://openalex.org/W2134717732","https://openalex.org/W2135955237","https://openalex.org/W2136635809","https://openalex.org/W2140219630","https://openalex.org/W2141713151","https://openalex.org/W2142722411","https://openalex.org/W2143457518","https://openalex.org/W2144881411","https://openalex.org/W2147723763","https://openalex.org/W2150853404","https://openalex.org/W2154261987","https://openalex.org/W2159496320","https://openalex.org/W2161567984","https://openalex.org/W2163886442","https://openalex.org/W2165796970","https://openalex.org/W2170892714","https://openalex.org/W2170909719","https://openalex.org/W2172063876","https://openalex.org/W2269581169","https://openalex.org/W2292481897","https://openalex.org/W2295277795","https://openalex.org/W2298874245","https://openalex.org/W2311350335","https://openalex.org/W2315994349","https://openalex.org/W2319008907","https://openalex.org/W2324141062","https://openalex.org/W2400316047","https://openalex.org/W2405365025","https://openalex.org/W2470680395","https://openalex.org/W2565258258","https://openalex.org/W2570151999","https://openalex.org/W2588158318","https://openalex.org/W2620645313","https://openalex.org/W2751418581","https://openalex.org/W2763039255","https://openalex.org/W2765739551","https://openalex.org/W2792929983","https://openalex.org/W2806709398","https://openalex.org/W2901078274","https://openalex.org/W2901179012","https://openalex.org/W2913226741","https://openalex.org/W2913795299","https://openalex.org/W2921598260","https://openalex.org/W2943521347","https://openalex.org/W2947584640","https://openalex.org/W2955388112","https://openalex.org/W6642535928","https://openalex.org/W6653942448","https://openalex.org/W6683895814","https://openalex.org/W6752163446"],"related_works":["https://openalex.org/W2037328426","https://openalex.org/W1990914742","https://openalex.org/W2891033441","https://openalex.org/W2006559622","https://openalex.org/W3106536224","https://openalex.org/W2051769241","https://openalex.org/W2563324120","https://openalex.org/W2040756827","https://openalex.org/W2315521504","https://openalex.org/W2773863718"],"abstract_inverted_index":{"The":[0],"sparse":[1],"canopy":[2],"cover":[3],"and":[4,51,73,96,111,149,190,204,207,215],"large":[5,170],"contribution":[6],"of":[7,33,41,69,82,163,172,197,211,222],"bright":[8],"background":[9],"soil,":[10],"along":[11],"with":[12,27,78,174,181,201],"the":[13,31,67,79,83,120,124,128,132,150,164,198,209,220],"heterogeneous":[14],"vegetation":[15,26,46,70,105,109],"types":[16],"in":[17,61],"close":[18],"proximity,":[19],"are":[20],"common":[21],"challenges":[22],"for":[23,103,155],"mapping":[24,202],"dryland":[25,45,223],"remote":[28],"sensing.":[29],"Consequently,":[30],"results":[32],"a":[34,62,143],"single":[35],"classification":[36,59,129],"algorithm":[37],"or":[38],"one":[39],"type":[40],"sensor":[42],"to":[43,118,137,158,168,185,217],"characterize":[44,219],"typically":[47],"show":[48],"low":[49,175],"accuracy":[50,60,134],"lack":[52],"robustness.":[53],"In":[54],"our":[55,195],"study,":[56],"we":[57,89],"improved":[58],"semi-arid":[63],"ecosystem":[64],"based":[65],"on":[66,146],"use":[68],"optical":[71,104,121],"(hyperspectral)":[72],"structural":[74],"(lidar)":[75],"information":[76,126,154],"combined":[77],"environmental":[80],"characteristics":[81],"landscape.":[84],"To":[85],"accomplish":[86],"this":[87],"goal,":[88],"used":[90,117],"both":[91],"spectral":[92,99,147],"angle":[93],"mapper":[94],"(SAM)":[95],"multiple":[97],"endmember":[98],"mixture":[100],"analysis":[101],"(MESMA)":[102],"classification.":[106,122],"Lidar-derived":[107],"maximum":[108],"height":[110],"delineated":[112],"riparian":[113],"zones":[114],"were":[115],"then":[116],"modify":[119],"Incorporating":[123],"lidar":[125,151],"into":[127],"scheme":[130],"increased":[131],"overall":[133],"from":[135],"60%":[136],"89%.":[138],"Canopy":[139],"structure":[140],"can":[141],"have":[142],"strong":[144],"influence":[145],"variability":[148],"provided":[152],"complementary":[153,213],"SAM\u2019s":[156],"sensitivity":[157],"shape":[159],"but":[160],"not":[161],"magnitude":[162],"spectra.":[165],"Similar":[166],"approaches":[167],"map":[169],"regions":[171],"drylands":[173],"uncertainty":[176],"may":[177],"be":[178],"readily":[179],"implemented":[180],"unmixing":[182],"algorithms":[183,214],"applied":[184],"upcoming":[186],"space-based":[187],"imaging":[188],"spectroscopy":[189],"lidar.":[191],"This":[192],"study":[193],"advances":[194],"understanding":[196],"nuances":[199],"associated":[200],"xeric":[203],"mesic":[205],"regions,":[206],"highlights":[208],"importance":[210],"incorporating":[212],"sensors":[216],"accurately":[218],"heterogeneity":[221],"ecosystems.":[224]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":5}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2019-09-19T00:00:00"}